{"id":"W2080025201","doi":"10.5588/ijtld.11.0440","title":"Implementing a public-private mix model for tuberculosis treatment in urban Pakistan: lessons and experiences","year":2012,"lang":"en","type":"article","venue":"The International Journal of Tuberculosis and Lung Disease","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quarter (Canadian coin); Global Positioning System; Tuberculosis; Private sector; Developing country; Public health; Environmental health; Medical emergency; Nursing; Economic growth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001250859,0.0001732211,0.0003408347,0.0002304691,0.0001449552,0.00008752939,0.0001936764,0.00004469024,0.00004964868],"category_scores_gemma":[0.0004282437,0.0001040329,0.0002013784,0.00008125526,0.0001233579,0.000349837,0.0001259998,0.0001438368,6.856235e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002158406,"about_ca_system_score_gemma":0.0001238516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009042912,"about_ca_topic_score_gemma":0.00004953593,"domain_scores_codex":[0.9982835,0.00009397585,0.0005460108,0.0001815133,0.0003789575,0.000516034],"domain_scores_gemma":[0.9985582,0.0003616914,0.0001826418,0.0001473127,0.0002009391,0.0005491662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001987245,0.001013356,0.9503551,0.00009977366,0.001459182,0.00004313232,0.01018949,0.00006264087,0.001501907,0.007895013,0.004320171,0.02107305],"study_design_scores_gemma":[0.01137544,0.000907219,0.6419445,0.0005956703,0.001602612,0.0006211377,0.01409256,0.2977027,0.0009233659,0.002362279,0.02713415,0.0007383523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399344,0.006959983,0.0004186281,0.05211573,0.000128916,0.00031338,0.00005196771,0.000006114246,0.00007082034],"genre_scores_gemma":[0.9956927,0.00205817,0.0004112925,0.001191829,0.0004294703,0.0001180963,0.00001808764,0.00001548492,0.00006485736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3084105,"threshold_uncertainty_score":0.4242338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05218874977286331,"score_gpt":0.3935841750689219,"score_spread":0.3413954252960586,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}